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Target Registration Error minimization involving deformable organs using elastic body splines and Particle Swarm
Dominik Spinczyk1, Sylwester Fabian1
1Silesian University of Technology, Faculty of Biomedical Engineering, 40 Roosevelta, 41-800 Zabrze, Poland.
This study introduces elastic body splines (EBS) to improve target localization accuracy in minimally invasive surgery. The method effectively minimizes target registration error (TRE) during abdominal procedures, enhancing surgical precision.
Area of Science:
- Medical Imaging
- Surgical Technology
- Computational Anatomy
Background:
- Precise target localization is a critical challenge in minimally invasive surgery.
- Existing methods may struggle with accuracy, impacting patient outcomes.
- Need for robust real-time solutions in surgical navigation.
Purpose of the Study:
- To evaluate the usability of elastic body splines (EBS) for minimizing target registration error (TRE).
- To present a Particle Swarm Optimization (PSO) approach for determining optimal EBS parameters.
- To demonstrate TRE minimization during specific respiratory phases in abdominal surgery.
Main Methods:
- Development of an elastic body spline (EBS) model.
- Application of Particle Swarm Optimization (PSO) for EBS parameter tuning.
- Experimental validation on 21 liver tumor patients undergoing abdominal surgery.
- Real-time implementation on a standard workstation.
Main Results:
- Successful minimization of target registration error (TRE) using EBS.
- Optimized EBS parameters achieved during phases of minimal free breathing motion (FRE).
- Method demonstrated effectiveness in liver surgery scenarios.
- Real-time performance validated on a standard workstation.
Conclusions:
- Elastic body splines (EBS) offer a viable solution for enhancing target localization accuracy in minimally invasive surgery.
- The PSO-based parameter optimization is effective for TRE minimization.
- The proposed methodology is suitable for real-time application in abdominal and liver surgeries.
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